Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Unverified Claim
3,221 comments
I think Trudeau is the only one Canadian guilty of this problem. A French official disguised as a religious man was involved in drug trafficking with the Miami baggage handlers. He even commissioned the baggage …
I think Trudeau is the only one Canadian guilty of this problem. A French official disguised as a religious man was involved in drug trafficking with the Miami baggage handlers. He even commissioned the baggage handler to commit domestic terrorism for the benefit of France. Air Force pilots died as kamikazes to destroy the drugs while CLEANTOWN prevented the FBI from raiding Arkansas as usual under the pretext of religion. The worst thing is that this pretext did not prevent women and children from being burned in the Davidians as the ASOVs do in Ukraine. Submitting to the French government when they are going to have an import tax is allowing French products to pass through Canada to avoid paying tax. To be sure that this does not happen, they do not need a vassal of France who follows the liars, and this is not a hypothesis, it is a fact that a Canadian, either disguised customs, or director of 2 wheels, can confirm not the arrest of the baggage handler who traced the trail but the domestic HATRED of these so-called gentry French, the friend of the haters of the KKK of France is not a quality of security and alliance against hatred and sure that the taxe will be apply to the hatred.
Makes multiple unsubstantiated factual claims about drug trafficking, terrorism, and government conspiracies without evidence.
Unverified Claim
0.70
@davidrobertmekhalian8993
Mar 4, 2025
Thanks Chump! ? \nChump is a Russian asset!
Thanks Chump! ? \nChump is a Russian asset!
Makes an unsubstantiated claim that Trump is a Russian asset, presented with sarcastic tone.
@SethKettlebell
Mar 4, 2025
donny just hates Canada now because his kissing putins A** and Canada let the Ukraine's in that fled no wonder the big maple leaf is under fire
donny just hates Canada now because his kissing putins A** and Canada let the Ukraine's in that fled no wonder the big maple leaf is under fire
Makes unsubstantiated claims about Trump's motivations (Putin allegiance) and Canada's Ukraine policy without evidence.
@jimmymac5723
Mar 4, 2025
Canada chose Zelensky conn! ? will follow ?
Canada chose Zelensky conn! ? will follow ?
Makes an unsubstantiated claim that Canada chose Zelensky and will follow him, presented without evidence.
Unverified Claim
0.70
@richardsanchez7709
Mar 4, 2025
Missing, or ALLOWED/INVITED to come in on Fake Visas?
Missing, or ALLOWED/INVITED to come in on Fake Visas?
Presents an unsubstantiated claim that immigrants are entering on fake visas with government permission, framed as a rhetorical question to suggest conspiracy.
sajanim
Oct 1, 2025
Working cash jobs through agency
Working cash jobs through agency
Makes a specific factual assertion about immigrants working cash jobs through agencies without supporting evidence.
Unverified Claim
0.70
bishowtamu9659
Oct 3, 2025
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
Presents unsubstantiated claim that US wants war and Canada is cutting programs to fund it, framed as speculation.
@stevenruiz6507
Mar 4, 2025
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
The comment presents specific unverified claims about Trump's Ukraine policy and alleged mineral rights extraction without evidence, framed as factual assertions.
@jackiesmith2710
Mar 4, 2025
Trump will shut down the tariffs, and call it a success.
Trump will shut down the tariffs, and call it a success.
Speculative prediction about Trump's tariff strategy presented as factual assertion without evidence.
Unverified Claim
0.70
@jamesnini8475
Mar 4, 2025
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
Challenges a claim about Punjab's freedom of speech with dismissive language, suggesting the video contains false information.
hrithikchaudhary2331
Jan 28, 2026
Canada joining the EU will be amazing. ??
Canada joining the EU will be amazing. ??
Makes a factual assertion ('Canada joining the EU') that is geopolitically implausible and presented without evidence or context.
Unverified Claim
0.70
@grish1u927
Mar 4, 2025
More fentanyl comes from china than anywhere else
More fentanyl comes from china than anywhere else
Asserts a specific factual claim about fentanyl sources without providing supporting evidence.
Unverified Claim
0.70
@ZoeFluidArt
Mar 4, 2025
The only ones winning are Putin, Yrumrpriski and his oligarchs
The only ones winning are Putin, Yrumrpriski and his oligarchs
Makes a specific factual claim about Putin and oligarchs benefiting without evidence, presented as established fact.
@Lizz-z3j
Mar 4, 2025
More drugs come into canada from the usa thats facts
More drugs come into canada from the usa thats facts
Presents a specific factual assertion about drug trafficking patterns without evidence, comparing Canada-US border issues.
@dirkdiggler4860
Mar 4, 2025
Officially this. Un Officially millions
Officially this. Un Officially millions
Makes an unsubstantiated claim about millions of undocumented or unofficial immigrants without evidence.
Unverified Claim
0.70
Balaruban9
Oct 3, 2025
Lou Dobbs talked about the north American union 20 years ago
Lou Dobbs talked about the north American union 20 years ago
References a specific claim about Lou Dobbs discussing a 'north American union' without evidence, presented as historical fact.
Unverified Claim
0.70
@JonInvestor33
Mar 4, 2025
Dude is on crack if he thinks i'm gonna believe his numbers.??
Dude is on crack if he thinks i'm gonna believe his numbers.??
Dismissal of presented statistics as false without providing evidence or alternative data.
Unverified Claim
0.70
@jasonpierce1980
Mar 4, 2025
Fentanyl is the most abundant pain killer in every American hospital. Handed out like candy
Fentanyl is the most abundant pain killer in every American hospital. Handed out like candy
Makes a specific factual assertion about fentanyl distribution in American hospitals without evidence.
Unverified Claim
0.70
@Noenglishgoback
Mar 4, 2025
Never ever listen or believe a child sex trafficker
Never ever listen or believe a child sex trafficker
Unsubstantiated accusation against Trudeau of child sex trafficking presented without evidence or context.
Unverified Claim
0.70
@BobBob-rx8eg
Mar 4, 2025
We don’t get groceries or gas from Canada
We don’t get groceries or gas from Canada
Makes a factual assertion about U.S. sourcing of groceries and gas without evidence, implying tariffs are unnecessary.
Unverified Claim
0.70
@CarlosZ34NSM
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)